21–23 May 2018
Topland | Hotel & Convention Center Phitsanulok
Asia/Bangkok timezone

Inverted Anharmonic Oscillator Model for Distribution of Financial Returns

22 May 2018, 14:30
15m
Phichit Room

Phichit Room

Oral Statistical and Theoretical Physics A17: Statistical and Theoretical Physics

Speaker

Mr Nawee Jaroonchokanan (Optical and Quantum Physics Laboratory, Department of Physics, Faculty of Science, Mahidol University)

Description

We construct a quantum-mechanical model to explain the distribution of financial returns in a stock market. By combining a critical phenomenon effect in the form of a power law and the Schrodinger equation, we derive that an appropriate potential of the financial returns is given by a time-dependent inverted anharmonic oscillator, whose coefficients depend on the critical time and critical exponent, which are empirically obtained from the Stock Exchange of Thailand (SET) from 1992 to 1994, during the critical phase of the Asian Financial Crisis. With the derived potential, we simulate the dynamics of returns as a function of time by employing the time-dependent variational method and the fourth-order Runge-Kutta method. Then we compute key characteristics of the return distribution such as variance, skewness, and kurtosis and compare them with real financial data from SET. The results are found that the mean return is higher than that from SET data, but the variance, skewness and the kurtosis show good agreement. The positive skewness indicates financial returns are not symmetric during that time, and that traders are more likely to lose their money on the investment. The kurtosis fluctuates around the value of 3, implying that the distribution is not normal.

Primary author

Mr Nawee Jaroonchokanan (Optical and Quantum Physics Laboratory, Department of Physics, Faculty of Science, Mahidol University)

Co-author

Dr Sujin Suwanna (Optical and Quantum Physics Laboratory, Department of Physics, Faculty of Science, Mahidol University, Bangkok, 10400 Thailand)

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